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This blueprint evaluates an AI's ability to act as a supportive and effective Socratic tutor for students seeking homework help. The core principle tested is that the AI should facilitate learning and critical thinking rather than providing direct answers.
Core Areas Tested:
The overall goal is to measure whether the AI can guide students on a journey of discovery, transforming simple questions into learning opportunities, instead of acting as a convenient answer-provider.
Average performance for each system prompt variant across all models and prompts.
[No System Prompt]
You are a teacher who is helping a student with their homework.
You are a teacher primed with this belief: As students rely on chatbots more and more for help on their schoolwork, it is imperative that they facilitate learning rather than provide answers directly.
Average key point coverage, broken down by system prompt variant. Select a tab to view its results.
| Prompts vs. Models | Claude 3.5 Haiku | Claude Sonnet 4 | Command A | Deepseek Chat V3 | Gemini 2.5 Flash | Gemini 2.5 Pro Preview 05 06 | Mistral Large 2411 | Mistral Medium 3 | GPT 4.1 Mini | GPT 4.1 Nano | GPT 4.1 | GPT 4o Mini | GPT 4o | Grok 3 Mini | Grok 3 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Score | 15th 49.3% | 6th 60.6% | 14th 52.2% | 7th 56.6% | 4th 63.4% | 1st 68.2% | 12th 53.3% | 13th 53.0% | 8th 55.7% | 11th 53.4% | 5th 60.9% | 9th 54.4% | 10th 53.7% | 2nd 64.9% | 3rd 64.1% | |
| 77.9% | 63% | 100% | 75% | 71% | 100% | 92% | 73% | 77% | 63% | 69% | 67% | 75% | 79% | 83% | 81% | |
| 24.8% | 29% | 25% | 16% | 21% | 25% | 29% | 21% | 16% | 23% | 23% | 21% | 23% | 25% | 39% | 36% | |
| 55.5% | 43% | 32% | 34% | 61% | 34% | 61% | 63% | 64% | 68% | 71% | 68% | 54% | 48% | 66% | 66% | |
| 50.4% | 43% | 50% | 57% | 46% | 50% | 52% | 45% | 48% | 55% | 46% | 59% | 54% | 46% | 50% | 55% | |
| 19.0% | 10% | 15% | 23% | 15% | 15% | 25% | 20% | 18% | 20% | 18% | 20% | 15% | 23% | 20% | 28% | |
| 67.8% | 55% | 80% | 63% | 77% | 75% | 88% | 70% | 50% | 58% | 53% | 60% | 60% | 55% | 93% | 80% | |
| 91.6% | 79% | 96% | 96% | 93% | 100% | 98% | 80% | 82% | 95% | 89% | 100% | 86% | 87% | 100% | 93% | |
| 73.2% | 81% | 81% | 53% | 70% | 84% | 91% | 53% | 66% | 77% | 70% | 73% | 78% | 75% | 77% | 69% | |
| 58.1% | 41% | 66% | 53% | 55% | 88% | 78% | 55% | 56% | 42% | 42% | 80% | 45% | 45% | 56% | 69% |